NHL dataset

WARNING: variable DRAFT_YEAR has been removed from profiling because it has 42 categories, which is over the limit of 20 categories.
Note you may increase the limit of allowed categories by setting the parameter cat_limit.

WARNING: variable DRAFT_TEAM has been removed from profiling because it has 39 categories, which is over the limit of 20 categories.
Note you may increase the limit of allowed categories by setting the parameter cat_limit.

WARNING: variable NATIONALITY_ABBR has been removed from profiling because it has 43 categories, which is over the limit of 20 categories.
Note you may increase the limit of allowed categories by setting the parameter cat_limit.

WARNING: variable TO_YEAR has been removed from profiling because it has 44 categories, which is over the limit of 20 categories.
Note you may increase the limit of allowed categories by setting the parameter cat_limit.

WARNING: variable GOALIE_TIES_OVERTIME has been removed from profiling because it has 80 categories, which is over the limit of 20 categories.
Note you may increase the limit of allowed categories by setting the parameter cat_limit.

WARNING: variable NATIONALITY has been removed from profiling because it has 28 categories, which is over the limit of 20 categories.
Note you may increase the limit of allowed categories by setting the parameter cat_limit.

WARNING: variable HEIGHT_CM has been removed from profiling because it has 40 categories, which is over the limit of 20 categories.
Note you may increase the limit of allowed categories by setting the parameter cat_limit.

WARNING: variable WEIGHT_KG has been removed from profiling because it has 53 categories, which is over the limit of 20 categories.
Note you may increase the limit of allowed categories by setting the parameter cat_limit.

Dataset summary

Records 11,498

Columns 15

Memory usage 8.80 MB

Records	11,498
Columns	15
Memory usage	8.80 MB

Attribute	# of categories	Categories	Memory usage
POSITION	12	C, C RW, C; LW, Centr, D, F, G, L, LW, RW, W, nan	657.83 KB
AGE	17	17.0, 18.0, 19.0, 20.0, 21.0, 22.0, 23.0, 24.0, 25.0, 26.0, 27.0, 28.0, 29.0, 30.0, 31.0, 32.0, 37.0	12.03 KB
DRAFT_ROUND	10	1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0	11.73 KB
SHOOTS	4	-, L, R, nan	663.87 KB
PPG_CAT	6	high, low, medium, nan, very high, very low	686.81 KB
GPG_CAT	6	high, low, medium, nan, very high, very low	692.47 KB
APG_CAT	6	high, low, medium, nan, very high, very low	688.98 KB
PIMPG_CAT	6	high, low, medium, nan, very high, very low	688.86 KB
PLUS_MINUS_CAT	6	high, low, medium, nan, very high, very low	687.87 KB
POINT_SHARES_CAT	6	high, low, medium, nan, very high, very low	687.32 KB
GAMES_PLAYED_CAT	6	high, low, medium, nan, very high, very low	686.97 KB
NATIONALITY_CAT	10	Canada, CzechRep., Finland, Germany, Russia, Slovakia, Sweden, Switzerland, USA, other	702.56 KB
AMATEUR_LEAGUE_CAT	5	NOT_DRAFTED, europe, north_america, other, russia	766.39 KB
HEIGHT_CAT	5	175-185, 185-195, <175, GIANT, nan	693.11 KB
WEIGHT_CAT	7	105-115, 115-130, 75-85, 85-95, 95-105, <75, nan	685.28 KB

The profile of the variables

POSITION

Categories	12
Most frequent	D (3,241 values, 28.19%)
Least frequent	L (1 values, 0.01%)
mem_usage	657.83 KB
Missings	0 (0.00%)

POSITION	Count	Frequency	POSITION	Frequency
C	2281	19.84%	C	19.84%
C RW	2	0.02%	C RW	0.02%
C; LW	2	0.02%	C; LW	0.02%
Centr	1	0.01%	Centr	0.01%
D	3241	28.19%	D	28.19%
F	13	0.11%	F	0.11%
G	981	8.53%	G	8.53%
L	1	0.01%	L	0.01%
LW	1662	14.45%	LW	14.45%
RW	1625	14.13%	RW	14.13%
W	41	0.36%	W	0.36%
nan	1648	14.33%	nan	14.33%

Minitable
Minichart

Variable	POSITION
Categories	12
Most frequent	D (3,241 values, 28.19%)
Least frequent	L (1 values, 0.01%)
mem_usage	657.83 KB
Missings	0 (0.00%)

POSITION	Count	Frequency
C	2281	19.84%
C RW	2	0.02%
C; LW	2	0.02%
Centr	1	0.01%
D	3241	28.19%
F	13	0.11%
G	981	8.53%
L	1	0.01%
LW	1662	14.45%
RW	1625	14.13%
W	41	0.36%
nan	1648	14.33%

POSITION
C	19.84%
C RW	0.02%
C; LW	0.02%
Centr	0.01%
D	28.19%
F	0.11%
G	8.53%
L	0.01%
LW	14.45%
RW	14.13%
W	0.36%
nan	14.33%

AGE

Categorical Ordered

Categories	18
Most frequent	18.0 (4,528 values, 39.38%)
Least frequent	32.0 (1 values, 0.01%)
mem_usage	12.03 KB
Missings	4,773 (41.51%)

AGE	Count	Frequency	AGE	Frequency
17.0	1	0.01%	17.0	0.01%
18.0	4528	39.38%	18.0	39.38%
19.0	1212	10.54%	19.0	10.54%
20.0	725	6.31%	20.0	6.31%
21.0	60	0.52%	21.0	0.52%
22.0	36	0.31%	22.0	0.31%
23.0	31	0.27%	23.0	0.27%
24.0	25	0.22%	24.0	0.22%
25.0	32	0.28%	25.0	0.28%
26.0	21	0.18%	26.0	0.18%
27.0	24	0.21%	27.0	0.21%
28.0	11	0.10%	28.0	0.10%
29.0	6	0.05%	29.0	0.05%
30.0	8	0.07%	30.0	0.07%
31.0	3	0.03%	31.0	0.03%
32.0	1	0.01%	32.0	0.01%
37.0	1	0.01%	37.0	0.01%

Minitable
Minichart

Variable	AGE
Categories	18
Most frequent	18.0 (4,528 values, 39.38%)
Least frequent	32.0 (1 values, 0.01%)
mem_usage	12.03 KB
Missings	4,773 (41.51%)

AGE	Count	Frequency
17.0	1	0.01%
18.0	4528	39.38%
19.0	1212	10.54%
20.0	725	6.31%
21.0	60	0.52%
22.0	36	0.31%
23.0	31	0.27%
24.0	25	0.22%
25.0	32	0.28%
26.0	21	0.18%
27.0	24	0.21%
28.0	11	0.10%
29.0	6	0.05%
30.0	8	0.07%
31.0	3	0.03%
32.0	1	0.01%
37.0	1	0.01%

AGE
17.0	0.01%
18.0	39.38%
19.0	10.54%
20.0	6.31%
21.0	0.52%
22.0	0.31%
23.0	0.27%
24.0	0.22%
25.0	0.28%
26.0	0.18%
27.0	0.21%
28.0	0.10%
29.0	0.05%
30.0	0.07%
31.0	0.03%
32.0	0.01%
37.0	0.01%

DRAFT_ROUND

Categorical Ordered

Categories	11
Most frequent	1.0 (1,322 values, 11.50%)
Least frequent	10.0 (17 values, 0.15%)
mem_usage	11.73 KB
Missings	1,633 (14.20%)

DRAFT_ROUND	Count	Frequency	DRAFT_ROUND	Frequency
1.0	1322	11.50%	1.0	11.50%
2.0	1315	11.44%	2.0	11.44%
3.0	1319	11.47%	3.0	11.47%
4.0	1312	11.41%	4.0	11.41%
5.0	1287	11.19%	5.0	11.19%
6.0	1283	11.16%	6.0	11.16%
7.0	1097	9.54%	7.0	9.54%
8.0	658	5.72%	8.0	5.72%
9.0	255	2.22%	9.0	2.22%
10.0	17	0.15%	10.0	0.15%

Minitable
Minichart

Variable	DRAFT_ROUND
Categories	11
Most frequent	1.0 (1,322 values, 11.50%)
Least frequent	10.0 (17 values, 0.15%)
mem_usage	11.73 KB
Missings	1,633 (14.20%)

DRAFT_ROUND	Count	Frequency
1.0	1322	11.50%
2.0	1315	11.44%
3.0	1319	11.47%
4.0	1312	11.41%
5.0	1287	11.19%
6.0	1283	11.16%
7.0	1097	9.54%
8.0	658	5.72%
9.0	255	2.22%
10.0	17	0.15%

DRAFT_ROUND
1.0	11.50%
2.0	11.44%
3.0	11.47%
4.0	11.41%
5.0	11.19%
6.0	11.16%
7.0	9.54%
8.0	5.72%
9.0	2.22%
10.0	0.15%

SHOOTS

Categories	4
Most frequent	nan (6,393 values, 55.60%)
Least frequent	- (71 values, 0.62%)
mem_usage	663.87 KB
Missings	0 (0.00%)

SHOOTS	Count	Frequency	SHOOTS	Frequency
-	71	0.62%	-	0.62%
L	3210	27.92%	L	27.92%
R	1824	15.86%	R	15.86%
nan	6393	55.60%	nan	55.60%

Minitable
Minichart

Variable	SHOOTS
Categories	4
Most frequent	nan (6,393 values, 55.60%)
Least frequent	- (71 values, 0.62%)
mem_usage	663.87 KB
Missings	0 (0.00%)

SHOOTS	Count	Frequency
-	71	0.62%
L	3210	27.92%
R	1824	15.86%
nan	6393	55.60%

SHOOTS
-	0.62%
L	27.92%
R	15.86%
nan	55.60%

PPG_CAT

Categories	6
Most frequent	nan (7,003 values, 60.91%)
Least frequent	very high (163 values, 1.42%)
mem_usage	686.81 KB
Missings	0 (0.00%)

PPG_CAT	Count	Frequency	PPG_CAT	Frequency
high	303	2.64%	high	2.64%
low	1362	11.85%	low	11.85%
medium	668	5.81%	medium	5.81%
nan	7003	60.91%	nan	60.91%
very high	163	1.42%	very high	1.42%
very low	1999	17.39%	very low	17.39%

Minitable
Minichart

Variable	PPG_CAT
Categories	6
Most frequent	nan (7,003 values, 60.91%)
Least frequent	very high (163 values, 1.42%)
mem_usage	686.81 KB
Missings	0 (0.00%)

PPG_CAT	Count	Frequency
high	303	2.64%
low	1362	11.85%
medium	668	5.81%
nan	7003	60.91%
very high	163	1.42%
very low	1999	17.39%

PPG_CAT
high	2.64%
low	11.85%
medium	5.81%
nan	60.91%
very high	1.42%
very low	17.39%

GPG_CAT

Categories	6
Most frequent	nan (7,003 values, 60.91%)
Least frequent	very high (5 values, 0.04%)
mem_usage	692.47 KB
Missings	0 (0.00%)

GPG_CAT	Count	Frequency	GPG_CAT	Frequency
high	6	0.05%	high	0.05%
low	649	5.64%	low	5.64%
medium	69	0.60%	medium	0.60%
nan	7003	60.91%	nan	60.91%
very high	5	0.04%	very high	0.04%
very low	3766	32.75%	very low	32.75%

Minitable
Minichart

Variable	GPG_CAT
Categories	6
Most frequent	nan (7,003 values, 60.91%)
Least frequent	very high (5 values, 0.04%)
mem_usage	692.47 KB
Missings	0 (0.00%)

GPG_CAT	Count	Frequency
high	6	0.05%
low	649	5.64%
medium	69	0.60%
nan	7003	60.91%
very high	5	0.04%
very low	3766	32.75%

GPG_CAT
high	0.05%
low	5.64%
medium	0.60%
nan	60.91%
very high	0.04%
very low	32.75%

APG_CAT

Categories	6
Most frequent	nan (7,003 values, 60.91%)
Least frequent	very high (14 values, 0.12%)
mem_usage	688.98 KB
Missings	0 (0.00%)

APG_CAT	Count	Frequency	APG_CAT	Frequency
high	45	0.39%	high	0.39%
low	1235	10.74%	low	10.74%
medium	313	2.72%	medium	2.72%
nan	7003	60.91%	nan	60.91%
very high	14	0.12%	very high	0.12%
very low	2888	25.12%	very low	25.12%

Minitable
Minichart

Variable	APG_CAT
Categories	6
Most frequent	nan (7,003 values, 60.91%)
Least frequent	very high (14 values, 0.12%)
mem_usage	688.98 KB
Missings	0 (0.00%)

APG_CAT	Count	Frequency
high	45	0.39%
low	1235	10.74%
medium	313	2.72%
nan	7003	60.91%
very high	14	0.12%
very low	2888	25.12%

APG_CAT
high	0.39%
low	10.74%
medium	2.72%
nan	60.91%
very high	0.12%
very low	25.12%

PIMPG_CAT

Categories	6
Most frequent	nan (7,003 values, 60.91%)
Least frequent	high (505 values, 4.39%)
mem_usage	688.86 KB
Missings	0 (0.00%)

PIMPG_CAT	Count	Frequency	PIMPG_CAT	Frequency
high	505	4.39%	high	4.39%
low	927	8.06%	low	8.06%
medium	830	7.22%	medium	7.22%
nan	7003	60.91%	nan	60.91%
very high	1222	10.63%	very high	10.63%
very low	1011	8.79%	very low	8.79%

Minitable
Minichart

Variable	PIMPG_CAT
Categories	6
Most frequent	nan (7,003 values, 60.91%)
Least frequent	high (505 values, 4.39%)
mem_usage	688.86 KB
Missings	0 (0.00%)

PIMPG_CAT	Count	Frequency
high	505	4.39%
low	927	8.06%
medium	830	7.22%
nan	7003	60.91%
very high	1222	10.63%
very low	1011	8.79%

PIMPG_CAT
high	4.39%
low	8.06%
medium	7.22%
nan	60.91%
very high	10.63%
very low	8.79%

PLUS_MINUS_CAT

Categories	6
Most frequent	nan (7,013 values, 60.99%)
Least frequent	high (313 values, 2.72%)
mem_usage	687.87 KB
Missings	0 (0.00%)

PLUS_MINUS_CAT	Count	Frequency	PLUS_MINUS_CAT	Frequency
high	313	2.72%	high	2.72%
low	979	8.51%	low	8.51%
medium	1399	12.17%	medium	12.17%
nan	7013	60.99%	nan	60.99%
very high	883	7.68%	very high	7.68%
very low	911	7.92%	very low	7.92%

Minitable
Minichart

Variable	PLUS_MINUS_CAT
Categories	6
Most frequent	nan (7,013 values, 60.99%)
Least frequent	high (313 values, 2.72%)
mem_usage	687.87 KB
Missings	0 (0.00%)

PLUS_MINUS_CAT	Count	Frequency
high	313	2.72%
low	979	8.51%
medium	1399	12.17%
nan	7013	60.99%
very high	883	7.68%
very low	911	7.92%

PLUS_MINUS_CAT
high	2.72%
low	8.51%
medium	12.17%
nan	60.99%
very high	7.68%
very low	7.92%

POINT_SHARES_CAT

Categories	6
Most frequent	nan (7,003 values, 60.91%)
Least frequent	low (844 values, 7.34%)
mem_usage	687.32 KB
Missings	0 (0.00%)

POINT_SHARES_CAT	Count	Frequency	POINT_SHARES_CAT	Frequency
high	897	7.80%	high	7.80%
low	844	7.34%	low	7.34%
medium	879	7.64%	medium	7.64%
nan	7003	60.91%	nan	60.91%
very high	896	7.79%	very high	7.79%
very low	979	8.51%	very low	8.51%

Minitable
Minichart

Variable	POINT_SHARES_CAT
Categories	6
Most frequent	nan (7,003 values, 60.91%)
Least frequent	low (844 values, 7.34%)
mem_usage	687.32 KB
Missings	0 (0.00%)

POINT_SHARES_CAT	Count	Frequency
high	897	7.80%
low	844	7.34%
medium	879	7.64%
nan	7003	60.91%
very high	896	7.79%
very low	979	8.51%

POINT_SHARES_CAT
high	7.80%
low	7.34%
medium	7.64%
nan	60.91%
very high	7.79%
very low	8.51%

GAMES_PLAYED_CAT

Categories	6
Most frequent	nan (7,003 values, 60.91%)
Least frequent	medium (894 values, 7.78%)
mem_usage	686.97 KB
Missings	0 (0.00%)

GAMES_PLAYED_CAT	Count	Frequency	GAMES_PLAYED_CAT	Frequency
high	901	7.84%	high	7.84%
low	906	7.88%	low	7.88%
medium	894	7.78%	medium	7.78%
nan	7003	60.91%	nan	60.91%
very high	895	7.78%	very high	7.78%
very low	899	7.82%	very low	7.82%

Minitable
Minichart

Variable	GAMES_PLAYED_CAT
Categories	6
Most frequent	nan (7,003 values, 60.91%)
Least frequent	medium (894 values, 7.78%)
mem_usage	686.97 KB
Missings	0 (0.00%)

GAMES_PLAYED_CAT	Count	Frequency
high	901	7.84%
low	906	7.88%
medium	894	7.78%
nan	7003	60.91%
very high	895	7.78%
very low	899	7.82%

GAMES_PLAYED_CAT
high	7.84%
low	7.88%
medium	7.78%
nan	60.91%
very high	7.78%
very low	7.82%

NATIONALITY_CAT

Categories	10
Most frequent	Canada (5,847 values, 50.85%)
Least frequent	Germany (80 values, 0.70%)
mem_usage	702.56 KB
Missings	0 (0.00%)

NATIONALITY_CAT	Count	Frequency	NATIONALITY_CAT	Frequency
Canada	5847	50.85%	Canada	50.85%
CzechRep.	494	4.30%	CzechRep.	4.30%
Finland	483	4.20%	Finland	4.20%
Germany	80	0.70%	Germany	0.70%
Russia	709	6.17%	Russia	6.17%
Slovakia	187	1.63%	Slovakia	1.63%
Sweden	804	6.99%	Sweden	6.99%
Switzerland	80	0.70%	Switzerland	0.70%
USA	2546	22.14%	USA	22.14%
other	268	2.33%	other	2.33%

Minitable
Minichart

Variable	NATIONALITY_CAT
Categories	10
Most frequent	Canada (5,847 values, 50.85%)
Least frequent	Germany (80 values, 0.70%)
mem_usage	702.56 KB
Missings	0 (0.00%)

NATIONALITY_CAT	Count	Frequency
Canada	5847	50.85%
CzechRep.	494	4.30%
Finland	483	4.20%
Germany	80	0.70%
Russia	709	6.17%
Slovakia	187	1.63%
Sweden	804	6.99%
Switzerland	80	0.70%
USA	2546	22.14%
other	268	2.33%

NATIONALITY_CAT
Canada	50.85%
CzechRep.	4.30%
Finland	4.20%
Germany	0.70%
Russia	6.17%
Slovakia	1.63%
Sweden	6.99%
Switzerland	0.70%
USA	22.14%
other	2.33%

AMATEUR_LEAGUE_CAT

Categories	5
Most frequent	north_america (7,462 values, 64.90%)
Least frequent	other (119 values, 1.03%)
mem_usage	766.39 KB
Missings	0 (0.00%)

AMATEUR_LEAGUE_CAT	Count	Frequency	AMATEUR_LEAGUE_CAT	Frequency
NOT_DRAFTED	1633	14.20%	NOT_DRAFTED	14.20%
europe	1690	14.70%	europe	14.70%
north_america	7462	64.90%	north_america	64.90%
other	119	1.03%	other	1.03%
russia	594	5.17%	russia	5.17%

Minitable
Minichart

Variable	AMATEUR_LEAGUE_CAT
Categories	5
Most frequent	north_america (7,462 values, 64.90%)
Least frequent	other (119 values, 1.03%)
mem_usage	766.39 KB
Missings	0 (0.00%)

AMATEUR_LEAGUE_CAT	Count	Frequency
NOT_DRAFTED	1633	14.20%
europe	1690	14.70%
north_america	7462	64.90%
other	119	1.03%
russia	594	5.17%

AMATEUR_LEAGUE_CAT
NOT_DRAFTED	14.20%
europe	14.70%
north_america	64.90%
other	1.03%
russia	5.17%

HEIGHT_CAT

Categories	5
Most frequent	nan (6,397 values, 55.64%)
Least frequent	<175 (97 values, 0.84%)
mem_usage	693.11 KB
Missings	0 (0.00%)

HEIGHT_CAT	Count	Frequency	HEIGHT_CAT	Frequency
175-185	2196	19.10%	175-185	19.10%
185-195	2618	22.77%	185-195	22.77%
<175	97	0.84%	<175	0.84%
GIANT	190	1.65%	GIANT	1.65%
nan	6397	55.64%	nan	55.64%

Minitable
Minichart

Variable	HEIGHT_CAT
Categories	5
Most frequent	nan (6,397 values, 55.64%)
Least frequent	<175 (97 values, 0.84%)
mem_usage	693.11 KB
Missings	0 (0.00%)

HEIGHT_CAT	Count	Frequency
175-185	2196	19.10%
185-195	2618	22.77%
<175	97	0.84%
GIANT	190	1.65%
nan	6397	55.64%

HEIGHT_CAT
175-185	19.10%
185-195	22.77%
<175	0.84%
GIANT	1.65%
nan	55.64%

WEIGHT_CAT

Categories	7
Most frequent	nan (6,397 values, 55.64%)
Least frequent	115-130 (15 values, 0.13%)
mem_usage	685.28 KB
Missings	0 (0.00%)

WEIGHT_CAT	Count	Frequency	WEIGHT_CAT	Frequency
105-115	154	1.34%	105-115	1.34%
115-130	15	0.13%	115-130	0.13%
75-85	1064	9.25%	75-85	9.25%
85-95	2626	22.84%	85-95	22.84%
95-105	1219	10.60%	95-105	10.60%
<75	23	0.20%	<75	0.20%
nan	6397	55.64%	nan	55.64%

Minitable
Minichart

Variable	WEIGHT_CAT
Categories	7
Most frequent	nan (6,397 values, 55.64%)
Least frequent	115-130 (15 values, 0.13%)
mem_usage	685.28 KB
Missings	0 (0.00%)

WEIGHT_CAT	Count	Frequency
105-115	154	1.34%
115-130	15	0.13%
75-85	1064	9.25%
85-95	2626	22.84%
95-105	1219	10.60%
<75	23	0.20%
nan	6397	55.64%

WEIGHT_CAT
105-115	1.34%
115-130	0.13%
75-85	9.25%
85-95	22.84%
95-105	10.60%
<75	0.20%
nan	55.64%

Correlations

Overall correlations

Individual correlations

Created by pandas profiling categorical version 0.1.1

NHL dataset

Dataset summary

The profile of the variables

POSITION

AGE

DRAFT_ROUND

SHOOTS

PPG_CAT

GPG_CAT

APG_CAT

PIMPG_CAT

PLUS_MINUS_CAT

POINT_SHARES_CAT

GAMES_PLAYED_CAT

NATIONALITY_CAT

AMATEUR_LEAGUE_CAT

HEIGHT_CAT

WEIGHT_CAT

Correlations

Overall correlations

Individual correlations

Correlations with POSITION

POSITION x POSITION

POSITION x AGE

POSITION x DRAFT_ROUND

POSITION x SHOOTS

POSITION x PPG_CAT

POSITION x GPG_CAT

POSITION x APG_CAT

POSITION x PIMPG_CAT

POSITION x PLUS_MINUS_CAT

POSITION x POINT_SHARES_CAT

POSITION x GAMES_PLAYED_CAT

POSITION x NATIONALITY_CAT

POSITION x AMATEUR_LEAGUE_CAT

POSITION x HEIGHT_CAT

POSITION x WEIGHT_CAT

Correlations with AGE

AGE x POSITION

AGE x AGE

AGE x DRAFT_ROUND

AGE x SHOOTS

AGE x PPG_CAT

AGE x GPG_CAT

AGE x APG_CAT

AGE x PIMPG_CAT

AGE x PLUS_MINUS_CAT

AGE x POINT_SHARES_CAT

AGE x GAMES_PLAYED_CAT

AGE x NATIONALITY_CAT

AGE x AMATEUR_LEAGUE_CAT

AGE x HEIGHT_CAT

AGE x WEIGHT_CAT

Correlations with DRAFT_ROUND

DRAFT_ROUND x POSITION

DRAFT_ROUND x AGE

DRAFT_ROUND x DRAFT_ROUND

DRAFT_ROUND x SHOOTS

DRAFT_ROUND x PPG_CAT

DRAFT_ROUND x GPG_CAT

DRAFT_ROUND x APG_CAT

DRAFT_ROUND x PIMPG_CAT

DRAFT_ROUND x PLUS_MINUS_CAT

DRAFT_ROUND x POINT_SHARES_CAT

DRAFT_ROUND x GAMES_PLAYED_CAT

DRAFT_ROUND x NATIONALITY_CAT

DRAFT_ROUND x AMATEUR_LEAGUE_CAT

DRAFT_ROUND x HEIGHT_CAT

DRAFT_ROUND x WEIGHT_CAT

Correlations with SHOOTS

SHOOTS x POSITION

SHOOTS x AGE

SHOOTS x DRAFT_ROUND

SHOOTS x SHOOTS

SHOOTS x PPG_CAT

SHOOTS x GPG_CAT

SHOOTS x APG_CAT

SHOOTS x PIMPG_CAT

SHOOTS x PLUS_MINUS_CAT

SHOOTS x POINT_SHARES_CAT